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The current experiments were validated only on two relatively similar languages, English and French, and whether the conclusions hold for language families with greater differences, such as Chinese and English, remains to be studied.
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10/2/2026
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UnverifiedThe study used a controlled English/French HuBERT bilingual experimental environment for controlled experiments.69% similarUnverifiedPTC-Bias current experiments are primarily based on the English LibriSpeech dataset and specific SpeechLLMs; its performance in other languages such as Chinese, real noisy environments, and larger bias word lists remains to be validated.66% similarUnverifiedThe research conclusions challenge the common assumption that the advantages of multilingual models stem from blurring language boundaries and emphasizing commonalities, suggesting that moderately emphasizing language differences is in fact a superior strategy.66% similar
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